Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 2969 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 347.9 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 14 |
|---|
avg_basket_size is highly overall correlated with avg_ticket and 3 other fields | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
avg_ticket is highly overall correlated with avg_basket_size and 3 other fields | High correlation |
delta_buy_return is highly overall correlated with avg_basket_size and 5 other fields | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
gross_revenue is highly overall correlated with avg_basket_size and 5 other fields | High correlation |
items_purchased is highly overall correlated with avg_basket_size and 5 other fields | High correlation |
monetary_returns is highly overall correlated with number_returns | High correlation |
number_returns is highly overall correlated with monetary_returns | High correlation |
purchases is highly overall correlated with delta_buy_return and 4 other fields | High correlation |
recency_days is highly overall correlated with purchases | High correlation |
unique_avg_basket is highly overall correlated with unique_products_purchased | High correlation |
unique_products_purchased is highly overall correlated with delta_buy_return and 4 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 47.52624678) | Skewed |
frequency is highly skewed (γ1 = 24.88049136) | Skewed |
monetary_returns is highly skewed (γ1 = 51.677877) | Skewed |
avg_basket_size is highly skewed (γ1 = 44.67271661) | Skewed |
customer_id has unique values | Unique |
recency_days has 34 (1.1%) zeros | Zeros |
number_returns has 1481 (49.9%) zeros | Zeros |
monetary_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-26 13:04:09.688760 |
|---|---|
| Analysis finished | 2024-01-26 13:04:50.694301 |
| Duration | 41.01 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
UNIQUE 
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.773 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.4 |
| Q1 | 13799 |
| median | 15221 |
| Q3 | 16768 |
| 95-th percentile | 17964.6 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969 |
Descriptive statistics
| Standard deviation | 1718.9903 |
|---|---|
| Coefficient of variation (CV) | 0.11256734 |
| Kurtosis | -1.2060947 |
| Mean | 15270.773 |
| Median Absolute Deviation (MAD) | 1488 |
| Skewness | 0.031607859 |
| Sum | 45338925 |
| Variance | 2954927.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 17588 | 1 | < 0.1% |
| 14905 | 1 | < 0.1% |
| 16103 | 1 | < 0.1% |
| 14626 | 1 | < 0.1% |
| 14868 | 1 | < 0.1% |
| 18246 | 1 | < 0.1% |
| 17115 | 1 | < 0.1% |
| 16611 | 1 | < 0.1% |
| 15912 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2954 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2749.3217 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.77 |
| Q1 | 570.96 |
| median | 1086.92 |
| Q3 | 2308.06 |
| 95-th percentile | 7219.68 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.1 |
Descriptive statistics
| Standard deviation | 10580.623 |
|---|---|
| Coefficient of variation (CV) | 3.8484486 |
| Kurtosis | 353.94472 |
| Mean | 2749.3217 |
| Median Absolute Deviation (MAD) | 672.16 |
| Skewness | 16.777556 |
| Sum | 8162736.2 |
| Variance | 1.1194959 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 178.96 | 2 | 0.1% |
| 533.33 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| Other values (2944) | 2949 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
recency_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.287639 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.756779 |
|---|---|
| Coefficient of variation (CV) | 1.2095137 |
| Kurtosis | 2.7779627 |
| Mean | 64.287639 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7983795 |
| Sum | 190870 |
| Variance | 6046.1167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 2 | 85 | 2.9% |
| 3 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 16 | 55 | 1.9% |
| Other values (262) | 2219 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
purchases
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7231391 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8565313 |
|---|---|
| Coefficient of variation (CV) | 1.5474954 |
| Kurtosis | 190.83445 |
| Mean | 5.7231391 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.766805 |
| Sum | 16992 |
| Variance | 78.438147 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 785 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 785 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
unique_products_purchased
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 468 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.72415 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.89641 |
|---|---|
| Coefficient of variation (CV) | 2.1992119 |
| Kurtosis | 354.86113 |
| Mean | 122.72415 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.707635 |
| Sum | 364368 |
| Variance | 72844.071 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 43 | 1.4% |
| 20 | 37 | 1.2% |
| 35 | 35 | 1.2% |
| 29 | 35 | 1.2% |
| 19 | 34 | 1.1% |
| 15 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 26 | 31 | 1.0% |
| 27 | 30 | 1.0% |
| 25 | 30 | 1.0% |
| Other values (458) | 2629 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.2% |
| 2 | 14 | |
| 3 | 16 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 29 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 26 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
items_purchased
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1671 |
|---|---|
| Distinct (%) | 56.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1608.8525 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 102.4 |
| Q1 | 296 |
| median | 641 |
| Q3 | 1401 |
| 95-th percentile | 4407.4 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1105 |
Descriptive statistics
| Standard deviation | 5887.578 |
|---|---|
| Coefficient of variation (CV) | 3.6594891 |
| Kurtosis | 465.99808 |
| Mean | 1608.8525 |
| Median Absolute Deviation (MAD) | 422 |
| Skewness | 17.858591 |
| Sum | 4776683 |
| Variance | 34663575 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 150 | 9 | 0.3% |
| 88 | 9 | 0.3% |
| 246 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 288 | 8 | 0.3% |
| 1200 | 7 | 0.2% |
| 516 | 7 | 0.2% |
| Other values (1661) | 2886 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2957 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 421.40904 |
| Minimum | 6.2 |
|---|---|
| Maximum | 84236.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 106.69186 |
| Q1 | 195.26333 |
| median | 305.593 |
| Q3 | 442.735 |
| 95-th percentile | 921.62714 |
| Maximum | 84236.25 |
| Range | 84230.05 |
| Interquartile range (IQR) | 247.47167 |
Descriptive statistics
| Standard deviation | 1614.6022 |
|---|---|
| Coefficient of variation (CV) | 3.8314371 |
| Kurtosis | 2451.1323 |
| Mean | 421.40904 |
| Median Absolute Deviation (MAD) | 117.273 |
| Skewness | 47.526247 |
| Sum | 1251163.4 |
| Variance | 2606940.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 162.6075 | 2 | 0.1% |
| 189.825 | 2 | 0.1% |
| 230.74 | 2 | 0.1% |
| 394.5 | 2 | 0.1% |
| 145.525 | 2 | 0.1% |
| 186.265 | 2 | 0.1% |
| 512.72 | 2 | 0.1% |
| 199.4 | 2 | 0.1% |
| 200.95 | 2 | 0.1% |
| 211.32 | 2 | 0.1% |
| Other values (2947) | 2949 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 9.14 | 1 | |
| 11.67 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 20.81 | 1 | |
| 26 | 1 | |
| 26.1 | 1 | |
| 28.21666667 | 1 | |
| 28.73142857 | 1 |
| Value | Count | Frequency (%) |
| 84236.25 | 1 | |
| 14844.76667 | 1 | |
| 9341.26 | 1 | |
| 6228.2265 | 1 | |
| 4327.621667 | 1 | |
| 4279.71 | 1 | |
| 4229.365 | 1 | |
| 3914.945 | 1 | |
| 3883.985385 | 1 | |
| 3876.916944 | 1 |
avg_recency_days
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.348511 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25.923077 |
| median | 48.285714 |
| Q3 | 85.333333 |
| 95-th percentile | 201 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.410256 |
Descriptive statistics
| Standard deviation | 63.544929 |
|---|---|
| Coefficient of variation (CV) | 0.94352388 |
| Kurtosis | 4.8871091 |
| Mean | 67.348511 |
| Median Absolute Deviation (MAD) | 26.285714 |
| Skewness | 2.0627709 |
| Sum | 199957.73 |
| Variance | 4037.958 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 4 | 22 | 0.7% |
| 70 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 19 | 0.6% |
| 49 | 18 | 0.6% |
| 46 | 17 | 0.6% |
| 21 | 17 | 0.6% |
| 11 | 17 | 0.6% |
| 42 | 16 | 0.5% |
| Other values (1248) | 2777 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 22 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1225 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1137973 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0088941642 |
| Q1 | 0.016339869 |
| median | 0.025889968 |
| Q3 | 0.049450549 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.03311068 |
Descriptive statistics
| Standard deviation | 0.40815625 |
|---|---|
| Coefficient of variation (CV) | 3.5866953 |
| Kurtosis | 989.36508 |
| Mean | 0.1137973 |
| Median Absolute Deviation (MAD) | 0.012191338 |
| Skewness | 24.880491 |
| Sum | 337.8642 |
| Variance | 0.16659153 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 198 | 6.7% |
| 0.0625 | 18 | 0.6% |
| 0.02777777778 | 17 | 0.6% |
| 0.02380952381 | 16 | 0.5% |
| 0.09090909091 | 15 | 0.5% |
| 0.08333333333 | 15 | 0.5% |
| 0.03448275862 | 14 | 0.5% |
| 0.02941176471 | 14 | 0.5% |
| 0.03571428571 | 13 | 0.4% |
| 0.07692307692 | 13 | 0.4% |
| Other values (1215) | 2636 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 6 | 0.2% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 198 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| 0.5 | 3 | 0.1% |
number_returns
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.122937 |
| Minimum | 0 |
|---|---|
| Maximum | 45 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.2970249 |
|---|---|
| Coefficient of variation (CV) | 2.045551 |
| Kurtosis | 114.47695 |
| Mean | 1.122937 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 8.0245935 |
| Sum | 3334 |
| Variance | 5.2763234 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 833 | |
| 2 | 289 | 9.7% |
| 3 | 140 | 4.7% |
| 4 | 92 | 3.1% |
| 5 | 37 | 1.2% |
| 6 | 32 | 1.1% |
| 7 | 21 | 0.7% |
| 9 | 8 | 0.3% |
| 11 | 5 | 0.2% |
| Other values (13) | 31 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 833 | |
| 2 | 289 | 9.7% |
| 3 | 140 | 4.7% |
| 4 | 92 | 3.1% |
| 5 | 37 | 1.2% |
| 6 | 32 | 1.1% |
| 7 | 21 | 0.7% |
| 8 | 5 | 0.2% |
| 9 | 8 | 0.3% |
| Value | Count | Frequency (%) |
| 45 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 18 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 15 | 2 | 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 5 |
monetary_returns
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 1077 |
|---|---|
| Distinct (%) | 36.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 132.42163 |
| Minimum | 0 |
|---|---|
| Maximum | 168469.6 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.95 |
| Q3 | 30 |
| 95-th percentile | 230.742 |
| Maximum | 168469.6 |
| Range | 168469.6 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 3149.1565 |
|---|---|
| Coefficient of variation (CV) | 23.781285 |
| Kurtosis | 2754.6213 |
| Mean | 132.42163 |
| Median Absolute Deviation (MAD) | 0.95 |
| Skewness | 51.677877 |
| Sum | 393159.82 |
| Variance | 9917186.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 4.95 | 19 | 0.6% |
| 12.75 | 17 | 0.6% |
| 9.95 | 17 | 0.6% |
| 15 | 16 | 0.5% |
| 5.9 | 12 | 0.4% |
| 4.25 | 10 | 0.3% |
| 25.5 | 10 | 0.3% |
| 3.75 | 9 | 0.3% |
| 17 | 8 | 0.3% |
| Other values (1067) | 1370 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 0.42 | 2 | 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.95 | 1 | < 0.1% |
| 1.25 | 4 | 0.1% |
| 1.45 | 4 | 0.1% |
| 1.64 | 1 | < 0.1% |
| 1.65 | 5 | 0.2% |
| 1.7 | 2 | 0.1% |
| 1.79 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 168469.6 | 1 | |
| 22998.4 | 1 | |
| 14688.24 | 1 | |
| 8511.15 | 1 | |
| 7443.59 | 1 | |
| 5228.4 | 1 | |
| 4815.26 | 1 | |
| 4814.74 | 1 | |
| 4486.24 | 1 | |
| 4429 | 1 |
avg_basket_size
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1979 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.81376 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.25 |
| median | 172.33333 |
| Q3 | 281.69231 |
| 95-th percentile | 600 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.44231 |
Descriptive statistics
| Standard deviation | 791.55519 |
|---|---|
| Coefficient of variation (CV) | 3.1685812 |
| Kurtosis | 2255.5382 |
| Mean | 249.81376 |
| Median Absolute Deviation (MAD) | 83.083333 |
| Skewness | 44.672717 |
| Sum | 741697.07 |
| Variance | 626559.62 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 73 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 60 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 136 | 8 | 0.3% |
| 208 | 7 | 0.2% |
| Other values (1969) | 2882 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 |
unique_avg_basket
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1005 |
|---|---|
| Distinct (%) | 33.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.154708 |
| Minimum | 1 |
|---|---|
| Maximum | 299.70588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.3454545 |
| Q1 | 10 |
| median | 17.2 |
| Q3 | 27.75 |
| 95-th percentile | 56.94 |
| Maximum | 299.70588 |
| Range | 298.70588 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 19.512322 |
|---|---|
| Coefficient of variation (CV) | 0.88073027 |
| Kurtosis | 27.703297 |
| Mean | 22.154708 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | 3.4994559 |
| Sum | 65777.329 |
| Variance | 380.73071 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 53 | 1.8% |
| 14 | 39 | 1.3% |
| 11 | 38 | 1.3% |
| 20 | 33 | 1.1% |
| 9 | 33 | 1.1% |
| 1 | 32 | 1.1% |
| 17 | 31 | 1.0% |
| 18 | 30 | 1.0% |
| 10 | 30 | 1.0% |
| 5 | 29 | 1.0% |
| Other values (995) | 2621 |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | 0.1% |
| 1.5 | 8 | 0.3% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 24 |
| Value | Count | Frequency (%) |
| 299.7058824 | 1 | |
| 259 | 1 | |
| 203.5 | 1 | |
| 148 | 1 | |
| 145 | 1 | |
| 136.125 | 1 | |
| 135.5 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 118 | 1 |
delta_buy_return
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2952 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2616.9001 |
| Minimum | -796.86 |
|---|---|
| Maximum | 278778.02 |
| Zeros | 8 |
| Zeros (%) | 0.3% |
| Negative | 3 |
| Negative (%) | 0.1% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | -796.86 |
|---|---|
| 5-th percentile | 213 |
| Q1 | 551.54 |
| median | 1054.73 |
| Q3 | 2265.12 |
| 95-th percentile | 7017.35 |
| Maximum | 278778.02 |
| Range | 279574.88 |
| Interquartile range (IQR) | 1713.58 |
Descriptive statistics
| Standard deviation | 9927.6384 |
|---|---|
| Coefficient of variation (CV) | 3.7936635 |
| Kurtosis | 422.03959 |
| Mean | 2616.9001 |
| Median Absolute Deviation (MAD) | 656.03 |
| Skewness | 18.204198 |
| Sum | 7769576.3 |
| Variance | 98558004 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8 | 0.3% |
| 178.96 | 2 | 0.1% |
| 1078.96 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 599.9 | 2 | 0.1% |
| 306.55 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 589.15 | 2 | 0.1% |
| 598.2 | 2 | 0.1% |
| 582.9 | 2 | 0.1% |
| Other values (2942) | 2943 |
| Value | Count | Frequency (%) |
| -796.86 | 1 | < 0.1% |
| -141.48 | 1 | < 0.1% |
| -95.93 | 1 | < 0.1% |
| 0 | 8 | |
| 5.684341886 × 10-14 | 1 | < 0.1% |
| 4.547473509 × 10-13 | 1 | < 0.1% |
| 2.9 | 1 | < 0.1% |
| 12.24 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 36.56 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 278778.02 | 1 | |
| 259657.3 | 1 | |
| 189735.53 | 1 | |
| 133007.13 | 1 | |
| 123638.18 | 1 | |
| 114505.32 | 1 | |
| 88138.2 | 1 | |
| 65920.12 | 1 | |
| 62924.1 | 1 | |
| 59419.34 | 1 |
| avg_basket_size | avg_recency_days | avg_ticket | customer_id | delta_buy_return | frequency | gross_revenue | items_purchased | monetary_returns | number_returns | purchases | recency_days | unique_avg_basket | unique_products_purchased | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| avg_basket_size | 1.000 | -0.077 | 0.824 | -0.123 | 0.568 | 0.027 | 0.574 | 0.729 | 0.179 | 0.178 | 0.100 | -0.098 | 0.447 | 0.383 |
| avg_recency_days | -0.077 | 1.000 | -0.113 | 0.019 | -0.238 | -0.881 | -0.247 | -0.227 | -0.397 | -0.421 | -0.259 | 0.108 | 0.048 | -0.166 |
| avg_ticket | 0.824 | -0.113 | 1.000 | -0.141 | 0.663 | 0.056 | 0.674 | 0.622 | 0.258 | 0.244 | 0.107 | -0.073 | 0.425 | 0.374 |
| customer_id | -0.123 | 0.019 | -0.141 | 1.000 | -0.072 | -0.002 | -0.076 | -0.070 | -0.056 | -0.049 | 0.026 | 0.001 | -0.007 | 0.013 |
| delta_buy_return | 0.568 | -0.238 | 0.663 | -0.072 | 1.000 | 0.083 | 0.992 | 0.921 | 0.329 | 0.363 | 0.774 | -0.418 | 0.299 | 0.752 |
| frequency | 0.027 | -0.881 | 0.056 | -0.002 | 0.083 | 1.000 | 0.090 | 0.080 | 0.239 | 0.236 | 0.079 | 0.018 | -0.072 | 0.036 |
| gross_revenue | 0.574 | -0.247 | 0.674 | -0.076 | 0.992 | 0.090 | 1.000 | 0.925 | 0.372 | 0.391 | 0.770 | -0.415 | 0.291 | 0.744 |
| items_purchased | 0.729 | -0.227 | 0.622 | -0.070 | 0.921 | 0.080 | 0.925 | 1.000 | 0.326 | 0.350 | 0.716 | -0.408 | 0.320 | 0.730 |
| monetary_returns | 0.179 | -0.397 | 0.258 | -0.056 | 0.329 | 0.239 | 0.372 | 0.326 | 1.000 | 0.943 | 0.295 | -0.119 | 0.017 | 0.242 |
| number_returns | 0.178 | -0.421 | 0.244 | -0.049 | 0.363 | 0.236 | 0.391 | 0.350 | 0.943 | 1.000 | 0.338 | -0.143 | 0.031 | 0.279 |
| purchases | 0.100 | -0.259 | 0.107 | 0.026 | 0.774 | 0.079 | 0.770 | 0.716 | 0.295 | 0.338 | 1.000 | -0.502 | 0.025 | 0.690 |
| recency_days | -0.098 | 0.108 | -0.073 | 0.001 | -0.418 | 0.018 | -0.415 | -0.408 | -0.119 | -0.143 | -0.502 | 1.000 | -0.106 | -0.435 |
| unique_avg_basket | 0.447 | 0.048 | 0.425 | -0.007 | 0.299 | -0.072 | 0.291 | 0.320 | 0.017 | 0.031 | 0.025 | -0.106 | 1.000 | 0.699 |
| unique_products_purchased | 0.383 | -0.166 | 0.374 | 0.013 | 0.752 | 0.036 | 0.744 | 0.730 | 0.242 | 0.279 | 0.690 | -0.435 | 0.699 | 1.000 |
| customer_id | gross_revenue | recency_days | purchases | unique_products_purchased | items_purchased | avg_ticket | avg_recency_days | frequency | number_returns | monetary_returns | avg_basket_size | unique_avg_basket | delta_buy_return | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 297.0 | 1733.0 | 158.565000 | 35.500000 | 17.000000 | 1.0 | 102.58 | 50.970588 | 8.735294 | 5288.63 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 171.0 | 1390.0 | 359.176667 | 27.250000 | 0.028302 | 7.0 | 143.49 | 154.444444 | 19.000000 | 3089.10 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 232.0 | 5028.0 | 447.025333 | 23.187500 | 0.040323 | 2.0 | 76.04 | 335.200000 | 15.466667 | 6629.34 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 28.0 | 439.0 | 189.650000 | 92.666667 | 0.017921 | 0.0 | 0.00 | 87.800000 | 5.600000 | 948.25 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 3.0 | 80.0 | 292.000000 | 8.600000 | 0.073171 | 3.0 | 240.90 | 26.666667 | 1.000000 | 635.10 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 102.0 | 2102.0 | 330.235714 | 23.200000 | 0.040115 | 5.0 | 71.79 | 150.142857 | 7.285714 | 4551.51 |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 327.0 | 3621.0 | 268.136667 | 18.300000 | 0.057221 | 6.0 | 523.49 | 172.428571 | 15.571429 | 5107.38 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 61.0 | 2057.0 | 450.992500 | 35.700000 | 0.033520 | 2.0 | 67.06 | 171.416667 | 5.083333 | 5344.85 |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 2379.0 | 38194.0 | 667.779121 | 4.144444 | 0.243316 | 27.0 | 1348.56 | 419.714286 | 26.142857 | 59419.34 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 67.0 | 613.0 | 286.518571 | 47.666667 | 0.024390 | 0.0 | 0.00 | 87.571429 | 9.571429 | 2005.63 |
| customer_id | gross_revenue | recency_days | purchases | unique_products_purchased | items_purchased | avg_ticket | avg_recency_days | frequency | number_returns | monetary_returns | avg_basket_size | unique_avg_basket | delta_buy_return | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5627 | 17727 | 1060.25 | 15.0 | 1.0 | 66.0 | 645.0 | 1060.250000 | 6.0 | 1.000000 | 1.0 | 17.70 | 645.000000 | 66.0 | 1042.55 |
| 5637 | 17232 | 421.52 | 2.0 | 2.0 | 36.0 | 203.0 | 210.760000 | 12.0 | 0.153846 | 0.0 | 0.00 | 101.500000 | 18.0 | 421.52 |
| 5638 | 17468 | 137.00 | 10.0 | 2.0 | 5.0 | 116.0 | 68.500000 | 4.0 | 0.400000 | 0.0 | 0.00 | 58.000000 | 2.5 | 137.00 |
| 5649 | 13596 | 697.04 | 5.0 | 2.0 | 166.0 | 406.0 | 348.520000 | 7.0 | 0.250000 | 0.0 | 0.00 | 203.000000 | 83.0 | 697.04 |
| 5655 | 14893 | 1237.85 | 9.0 | 2.0 | 73.0 | 799.0 | 618.925000 | 2.0 | 0.666667 | 0.0 | 0.00 | 399.500000 | 36.5 | 1237.85 |
| 5659 | 12479 | 473.20 | 11.0 | 1.0 | 30.0 | 382.0 | 473.200000 | 4.0 | 1.000000 | 2.0 | 49.90 | 382.000000 | 30.0 | 423.30 |
| 5680 | 14126 | 706.13 | 7.0 | 3.0 | 15.0 | 508.0 | 235.376667 | 3.0 | 0.750000 | 1.0 | 62.50 | 169.333333 | 5.0 | 643.63 |
| 5686 | 13521 | 1092.39 | 1.0 | 3.0 | 435.0 | 733.0 | 364.130000 | 4.5 | 0.300000 | 0.0 | 0.00 | 244.333333 | 145.0 | 1092.39 |
| 5696 | 15060 | 301.84 | 8.0 | 4.0 | 120.0 | 262.0 | 75.460000 | 1.0 | 2.000000 | 0.0 | 0.00 | 65.500000 | 30.0 | 301.84 |
| 5715 | 12558 | 269.96 | 7.0 | 1.0 | 11.0 | 196.0 | 269.960000 | 6.0 | 1.000000 | 1.0 | 269.96 | 196.000000 | 11.0 | 0.00 |